Computational Mechanics with Neural Networks (Record no. 75476)
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000 -LEADER | |
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fixed length control field | 03127nam a22005775i 4500 |
001 - CONTROL NUMBER | |
control field | 978-3-030-66111-3 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20220801213701.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 210226s2021 sz | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9783030661113 |
-- | 978-3-030-66111-3 |
082 04 - CLASSIFICATION NUMBER | |
Call Number | 620.1 |
100 1# - AUTHOR NAME | |
Author | Yagawa, Genki. |
245 10 - TITLE STATEMENT | |
Title | Computational Mechanics with Neural Networks |
250 ## - EDITION STATEMENT | |
Edition statement | 1st ed. 2021. |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | XII, 228 p. 79 illus. |
490 1# - SERIES STATEMENT | |
Series statement | Lecture Notes on Numerical Methods in Engineering and Sciences, |
505 0# - FORMATTED CONTENTS NOTE | |
Remark 2 | Part I: Machine Learning Technologies for Computational Mechanics.-Chapter 1. Computers and Network -- Chapter 2. Feedforward Neural Networks -- Chapter 3. Deep Learning -- Chapter 4. Mutually Connected Neural Networks -- Chapter 5. Other Neural Networks.-Chapter 6. Other Algorithms and Systems -- Part II Applications: Chapter 7. Introductory Remarks. Chapter 8. Constitutive Models -- Chapter 9. Numerical Quadrature -- Chapter 10. Identifications of Analysis Parameters. |
520 ## - SUMMARY, ETC. | |
Summary, etc | This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning methods in computational mechanics. Part II highlights the applications of neural networks to a variety of problems of computational mechanics. The final chapter gives perspectives to the applications of the deep learning to computational mechanics. |
700 1# - AUTHOR 2 | |
Author 2 | Oishi, Atsuya. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | https://doi.org/10.1007/978-3-030-66111-3 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | eBooks |
264 #1 - | |
-- | Cham : |
-- | Springer International Publishing : |
-- | Imprint: Springer, |
-- | 2021. |
336 ## - | |
-- | text |
-- | txt |
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337 ## - | |
-- | computer |
-- | c |
-- | rdamedia |
338 ## - | |
-- | online resource |
-- | cr |
-- | rdacarrier |
347 ## - | |
-- | text file |
-- | |
-- | rda |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Mechanics, Applied. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Neural networks (Computer science) . |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | System theory. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Machine learning. |
650 14 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Engineering Mechanics. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Mathematical Models of Cognitive Processes and Neural Networks. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Complex Systems. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Machine Learning. |
700 1# - AUTHOR 2 | |
-- | (orcid)0000-0001-6820-6898 |
-- | https://orcid.org/0000-0001-6820-6898 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
-- | 1877-735X |
912 ## - | |
-- | ZDB-2-ENG |
912 ## - | |
-- | ZDB-2-SXE |
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